{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from matplotlib.animation import FuncAnimation\n",
    "from matplotlib import animation\n",
    "from IPython.display import HTML"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# SEED = 32\n",
    "# SEED = 64\n",
    "SEED = 128\n",
    "NUM_ITERS = 50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_loss(x, y):\n",
    "    def gaussian_hills(x, y, x_mean, y_mean, x_sig, y_sig):\n",
    "        normalizing = 1 / (2 * np.pi * x_sig * y_sig)\n",
    "        x_exp = (-1 * (x - x_mean) ** 2) / (2 * x_sig ** 2)\n",
    "        y_exp = (-1 * (y - y_mean) ** 2) / (2 * y_sig ** 2)\n",
    "        return normalizing * tf.exp(x_exp + y_exp)\n",
    "    loss = 0\n",
    "    n_hills = 10\n",
    "    np.random.seed(SEED)\n",
    "    weights = np.random.uniform(-1.0, 0.2, n_hills)\n",
    "    x_means = np.random.uniform(-1., 1., n_hills)\n",
    "    y_means = np.random.uniform(-1., 1., n_hills)\n",
    "    x_sigmas = np.random.uniform(0.2, 0.8, n_hills)\n",
    "    y_sigmas = np.random.uniform(0.2, 0.8, n_hills)\n",
    "    for i in range(n_hills):\n",
    "        loss += weights[i] * gaussian_hills(x, y, x_means[i], y_means[i], x_sigmas[i], y_sigmas[i])\n",
    "    return loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def build_graph(start_x=0.0, start_y=0.0):\n",
    "    tf.reset_default_graph()\n",
    "    x_var = tf.get_variable(name=\"x\", shape=(), dtype=tf.float32, initializer=tf.constant_initializer(start_x))\n",
    "    y_var = tf.get_variable(name=\"y\", shape=(), dtype=tf.float32, initializer=tf.constant_initializer(start_y))\n",
    "    loss = get_loss(x_var, y_var)\n",
    "    adam_opt = tf.train.AdamOptimizer(1e-1).minimize(loss, var_list=[x_var, y_var], name=\"Adam\")\n",
    "    rmsprop_opt = tf.train.RMSPropOptimizer(1e-1).minimize(loss, var_list=[x_var, y_var], name=\"RMSProp\")\n",
    "    momentum_opt = tf.train.MomentumOptimizer(1e-1, momentum=0.9).minimize(loss, var_list=[x_var, y_var], name=\"Momentum\")\n",
    "    nag_opt = tf.train.MomentumOptimizer(1e-1, momentum=0.9, use_nesterov=True).minimize(loss, var_list=[x_var, y_var], name=\"NAG\")\n",
    "    adagrad_opt = tf.train.AdagradOptimizer(1e-1).minimize(loss, var_list=[x_var, y_var], name=\"Adagrad\")\n",
    "    adadelta_opt = tf.train.AdadeltaOptimizer(1e-1).minimize(loss, var_list=[x_var, y_var], name=\"Adadelta\")\n",
    "    sgd_opt = tf.train.GradientDescentOptimizer(1e-1).minimize(loss, var_list=[x_var, y_var], name=\"GradientDecent\")\n",
    "    \n",
    "    colors = \"bgrcmykw\"\n",
    "    optimizers = list()\n",
    "    for i, opt in enumerate([adam_opt, rmsprop_opt, momentum_opt, adagrad_opt, adadelta_opt, sgd_opt, nag_opt]):\n",
    "        optimizers.append({\"opt\": opt, \"name\": opt.name, \"lr\": 0.1, \"trajectory\": list(), \"color\": colors[i]})\n",
    "    return x_var, y_var, loss, optimizers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_surface():\n",
    "    s = 50\n",
    "    x_lb, x_ub = -1.5, 1.5\n",
    "    y_lb, y_ub = -1.5, 1.5\n",
    "    \n",
    "    x = np.arange(x_lb, x_ub, (x_ub - x_lb) / s)\n",
    "    y = np.arange(y_lb, y_ub, (y_ub - y_lb) / s)\n",
    "    x, y = np.meshgrid(x, y)\n",
    "    x, y = x.reshape(-1), y.reshape(-1)\n",
    "    loss = get_loss(x, y)\n",
    "\n",
    "    tf.reset_default_graph()\n",
    "    with tf.Session() as sess:\n",
    "        loss = sess.run(get_loss(x, y))\n",
    "    x = x.reshape((s, s))\n",
    "    y = y.reshape((s, s))\n",
    "    loss = loss.reshape((s, s))\n",
    "\n",
    "    fig = plt.figure(figsize=(10, 8))\n",
    "    ax = Axes3D(fig)\n",
    "    ax._axis3don = False\n",
    "    ax.plot_surface(x, y, loss, rstride=1, cstride=1, cmap=plt.get_cmap(\"coolwarm\"), alpha=0.6, zorder=0)\n",
    "    r = loss.max() - loss.min()\n",
    "    ax.set_zlim(loss.min() - 0.8 * r, loss.max() + 0.8 * r)\n",
    "    ax.set_xlim(x_lb, x_ub)\n",
    "    ax.set_ylim(y_lb, y_ub)\n",
    "    ax.view_init(elev=45, azim=45)\n",
    "    return fig, ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_peak():\n",
    "    s = 50\n",
    "    x_lb, x_ub = -1.5, 1.5\n",
    "    y_lb, y_ub = -1.5, 1.5\n",
    "    \n",
    "    x = np.arange(x_lb, x_ub, (x_ub - x_lb) / s)\n",
    "    y = np.arange(y_lb, y_ub, (y_ub - y_lb) / s)\n",
    "    x, y = np.meshgrid(x, y)\n",
    "    x, y = x.reshape(-1), y.reshape(-1)\n",
    "    loss = get_loss(x, y)\n",
    "\n",
    "    tf.reset_default_graph()\n",
    "    with tf.Session() as sess:\n",
    "        loss = sess.run(get_loss(x, y))\n",
    "    idx = np.argmax(loss)\n",
    "    return x[idx], y[idx]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.4400000000000026 1.4400000000000026\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x6429e7080>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "start_x, start_y = get_peak()\n",
    "print(start_x, start_y)\n",
    "fig, ax = plot_surface()\n",
    "tf.reset_default_graph()\n",
    "with tf.Session() as sess:\n",
    "    start_z = sess.run(get_loss(start_x, start_y))\n",
    "ax.scatter(start_x, start_y, start_z, color=\"blue\", zorder=10, linewidth=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Logging before flag parsing goes to stderr.\n",
      "W0908 19:17:26.706516 4623541696 deprecation.py:323] From /Users/abbo/anaconda3/envs/lab/lib/python3.6/site-packages/tensorflow/python/ops/math_grad.py:1205: add_dispatch_support.<locals>.wrapper (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Use tf.where in 2.0, which has the same broadcast rule as np.where\n",
      "W0908 19:17:28.208874 4623541696 deprecation.py:506] From /Users/abbo/anaconda3/envs/lab/lib/python3.6/site-packages/tensorflow/python/training/rmsprop.py:119: calling Ones.__init__ (from tensorflow.python.ops.init_ops) with dtype is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Call initializer instance with the dtype argument instead of passing it to the constructor\n",
      "W0908 19:17:30.444285 4623541696 deprecation.py:506] From /Users/abbo/anaconda3/envs/lab/lib/python3.6/site-packages/tensorflow/python/training/adagrad.py:76: calling Constant.__init__ (from tensorflow.python.ops.init_ops) with dtype is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Call initializer instance with the dtype argument instead of passing it to the constructor\n"
     ]
    }
   ],
   "source": [
    "x_var, y_var, loss_var, optimizers = build_graph(start_x, start_y)\n",
    "with tf.Session() as sess:\n",
    "    for opt in optimizers:\n",
    "        sess.run(tf.global_variables_initializer())\n",
    "        opt[\"trajectory\"].append(sess.run([x_var, y_var, loss_var]))        \n",
    "        for _ in range(NUM_ITERS):\n",
    "            sess.run(opt[\"opt\"])\n",
    "            opt[\"trajectory\"].append(sess.run([x_var, y_var, loss_var]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### plot loss curve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 6))\n",
    "for opt in optimizers:\n",
    "    plt.plot(np.asarray(opt[\"trajectory\"])[:, 2], label=opt[\"name\"])\n",
    "plt.legend(prop={\"size\": 12})\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plot_surface()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_trajectories(fig, ax, optimizers):\n",
    "\n",
    "def update_fig(i):\n",
    "    global scatters\n",
    "    for j, opt in enumerate(optimizers):\n",
    "        if scatters[j] is not None:\n",
    "            scatters[j].remove()\n",
    "        scat = ax.scatter(*zip(opt[\"trajectory\"][i+1]), zorder=10, linewidth=4, color=opt[\"color\"])\n",
    "        scatters[j] = scat\n",
    "        ln = ax.plot(*zip(opt[\"trajectory\"][i], opt[\"trajectory\"][i+1]), color=opt[\"color\"], zorder=10, label=opt[\"name\"], linewidth=2)\n",
    "    return ln,\n",
    "\n",
    "def init_fig():\n",
    "    for opt in optimizers:\n",
    "        ln = ax.scatter(*opt[\"trajectory\"][0], color=opt[\"color\"], zorder=10, label=\"%s (%.2f)\" % (opt[\"name\"], opt[\"lr\"]))\n",
    "    ax.legend(prop={'size': 15})\n",
    "    return ()\n",
    "\n",
    "global scatters\n",
    "scatters = [None for _ in range(len(optimizers))]\n",
    "anim = FuncAnimation(fig, update_fig, frames=NUM_ITERS-1, interval=10, init_func=init_fig, repeat=True)\n",
    "return anim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\">\n",
       "  Your browser does not support the video tag.\n",
       "</video>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "anim = plot_trajectories(fig, ax, optimizers)\n",
    "HTML(anim.to_html5_video())\n",
    "# anim.save('optimization_methods_%s.mp4' % SEED, dpi=30, writer='imagemagick')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
